UX Design · UX Research
SAP: Improving User Trust in AI
Reimagining how enterprise users interact with AI through confidence indicators and structured visualization

As enterprise software rapidly integrated AI, adoption lagged — not because users rejected AI, but because they were overwhelmed by its opacity and unpredictability in everyday business workflows.
- Timeline
- 2024
- Tools
- Figma, Framer
- Role
- UX Design, Study Design, User Research
- Team
- Lifei Wang (UX Design, User Research), SAP AI Development Team
- Skills
- User Research, Study Design, Interaction Design, Prototyping, A/B Testing
Publications
ACM UMAP Adjunct '25 · peer-reviewed paper
The Impact of Confidence Ratings on User Trust in Large Language ModelsIEEE HRI 2025 · peer-reviewed paper
Evaluating Node-tree Interfaces for AI Explainability